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      <title>Agentic frameworks 2026: State and memory shifts</title>
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      <pubDate>Thu, 16 Jul 2026 00:00:00 +0000</pubDate>
      <author>AI Agents News Editorial</author>
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      <description>Seven open-source toolkits now define the agentic landscape as of July 2026, shifting focus from demos to hardened production infrastructure.</description>
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